{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# III - Atmosphere and adaptive optics\n",
    "\n",
    "First let's import HCIPy, and a few supporting libraries:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from hcipy import *\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "HCIPy implements a multi-layer atmospheric model. Each layer derives from `AtmosphericLayer`. This allows for multiple implementations of phase-screen calculation. One of the implemented methods is an infinite phase-screen extrusion method by Assemat et al. 2006. We first do some setup work."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "D_tel = 8.2 # meter\n",
    "wavelength = 1e-6 # meter\n",
    "\n",
    "pupil_grid = make_pupil_grid(512, D_tel)\n",
    "focal_grid = make_focal_grid(8, 16, wavelength=wavelength)\n",
    "prop = FraunhoferPropagator(pupil_grid, focal_grid)\n",
    "\n",
    "aperture = circular_aperture(D_tel)(pupil_grid)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now construct the layer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "fried_parameter = 0.2 # meter\n",
    "outer_scale = 20 # meter\n",
    "velocity = 10 # meter/sec\n",
    "\n",
    "Cn_squared = Cn_squared_from_fried_parameter(fried_parameter, 500e-9)\n",
    "layer = InfiniteAtmosphericLayer(pupil_grid, Cn_squared, outer_scale, velocity)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For each layer, its strength ($C_n^2$ value), outer scale ($L_0$) and velocity can be changed. The InfiniteAtmosphericLayer class even supports on-the-fly changes to these values, allowing for non-stationary turbulence simulations. We can retrieve the phase at a certain wavelength as:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19da67a3320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow_field(layer.phase_for(wavelength), cmap='RdBu')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And we can propagate light through the atmospheric layer as usual."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19da6478780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wf = Wavefront(aperture, wavelength)\n",
    "img = prop(layer(wf))\n",
    "\n",
    "imshow_field(np.log10(img.intensity / img.intensity.max()), vmin=-3)\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19da668e320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "layer.t = 0.1 # sec\n",
    "\n",
    "img = prop(layer(wf))\n",
    "\n",
    "imshow_field(np.log10(img.intensity / img.intensity.max()), vmin=-3)\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These single layers can be combined into a multi-layer atmospheric model. Here we a standard atmospheric model, given by Guyon (2005) \"Limits of Adaptive Optics for high contrast imaging\". Any layer structure can be implemented. The altitude of each layer is indicated by the height parameter of the AtmosphericLayer objects themselves.\n",
    "\n",
    "As we want to do Fresnel diffraction and avoid edge effects, we have to redefine our grids to be slightly oversized. Afterwards, we make the atmospheric layers, and add them to a multi-layer atmospheric model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "pupil_grid = make_pupil_grid(256, 1.5)\n",
    "focal_grid = make_focal_grid(2, 64)\n",
    "prop = FraunhoferPropagator(pupil_grid, focal_grid)\n",
    "\n",
    "pup = circular_aperture(1)(pupil_grid)\n",
    "\n",
    "# Make multi-layer atmosphere\n",
    "layers = make_standard_atmospheric_layers(pupil_grid, outer_scale)\n",
    "\n",
    "atmos = MultiLayerAtmosphere(layers, scintilation=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can set the right seeing parameter and propagate through it to show the scintillation. To avoid edge effects during the Fresnel propagation, we use a super-Gaussian as an amplitude mask. This makes the edges of the field more continuous and therefore lessens edge effects."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19da66432b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the seeing parameters and reset\n",
    "atmos.Cn_squared = Cn_squared_from_fried_parameter(0.1, 550e-9)\n",
    "atmos.reset()\n",
    "\n",
    "# Use super-Gaussian to avoid edge effects\n",
    "p = np.exp(-(pupil_grid.as_('polar').r/0.68)**20)\n",
    "wf = atmos(Wavefront(Field(p, pupil_grid), 2e-6))\n",
    "\n",
    "# Show scintillation field\n",
    "imshow_field(wf.intensity * pup, cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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